US8126750B2 - Consolidating data source queries for multidimensional scorecards - Google Patents
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- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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- G06Q10/063—Operations research, analysis or management
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- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2453—Query optimisation
- G06F16/24534—Query rewriting; Transformation
- G06F16/24539—Query rewriting; Transformation using cached or materialised query results
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2453—Query optimisation
- G06F16/24534—Query rewriting; Transformation
- G06F16/24542—Plan optimisation
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- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
Definitions
- Key Performance Indicators also known as KPI or Key Success Indicators (KSI) help an organization define and measure progress toward organizational goals. Once an organization has analyzed its mission, identified all its stakeholders, and defined its goals, it needs a way to measure progress toward those goals. Key Performance Indicators are used to provide those measurements.
- Scorecards are used to provide detailed and summary analysis of KPIs and aggregated KPIs such as KPI groups, objectives, and the like. Scorecard calculations are typically specific to a defined hierarchy of the above mentioned elements, selected targets, and status indicator schemes. Business logic applications that generate, author, and analyze scorecards are typically enterprise applications with multiple users (subscribers), designers, and administrators. It is not uncommon, for organizations to provide their raw performance data to a third party and receive scorecard representations, analysis results, and similar reports.
- Scorecards are composed of business metrics from a variety of sources and summarize business performance for decision makers so the performance can be monitored. However, bringing together multiple data sources may introduce scalability problems that limit a frequency of generating reports, a size of the audience they can attend to, and a number of metrics that can be included. A na ⁇ ve implementation of scorecards can lead to significantly hampered productivity.
- Embodiments are directed to determining data sources associated with elements of a scorecard and dynamically generating queries that optimize data retrieval for the elements that are associated with the same data source(s).
- query optimization may be based on an attribute and/or a condition of a data source, a subscriber identity, and the like.
- Retrieved data may be cached at element level, at combination of elements level, or at scorecard level for further optimization of scorecard building process.
- FIG. 1 is a block diagram of an example computing operating environment
- FIG. 2 illustrates a system where example embodiments may be implemented
- FIG. 3 illustrates an example scorecard architecture according to embodiments
- FIG. 4 illustrates a screenshot of an example scorecard
- FIG. 5 illustrates a conceptual diagram of an example scorecard and its elements' association with multiple data sources according to embodiments.
- FIG. 6 illustrates a logic flow diagram for a process of optimizing scorecard building by optimizing queries.
- a scorecard building and/or update process may be enhanced by generating queries that are optimized by combining data retrieval for elements associated with the same data source.
- the queries may be further optimized based on an attribute and/or a condition of a data source.
- FIG. 1 and the following discussion are intended to provide a brief, general description of a suitable computing environment in which the invention may be implemented. While the embodiments will be described in the general context of program modules that execute in conjunction with an application program that runs on an operating system on a personal computer, those skilled in the art will recognize that aspects may also be implemented in combination with other program modules.
- program modules include routines, programs, components, data structures, and other types of structures that perform particular tasks or implement particular abstract data types.
- embodiments may be practiced with other computer system configurations, including hand-held devices, multiprocessor systems, microprocessor-based or programmable consumer electronics, minicomputers, mainframe computers, and the like.
- Embodiments may also be practiced in distributed computing environments where tasks are performed by remote processing devices that are linked through a communications network.
- program modules may be located in both local and remote memory storage devices.
- Embodiments may be implemented as a computer process (method), a computing system, or as an article of manufacture, such as a computer program product or computer readable media.
- the computer program product may be a computer storage media readable by a computer system and encoding a computer program of instructions for executing a computer process.
- the computer program product may also be a propagated signal on a carrier readable by a computing system and encoding a computer program of instructions for executing a computer process.
- one example system for implementing the embodiments includes a computing device, such as computing device 100 .
- the computing device 100 typically includes at least one processing unit 102 and system memory 104 .
- the system memory 104 may be volatile (such as RAM), non-volatile (such as ROM, flash memory, etc.) or some combination of the two.
- System memory 104 typically includes an operating system 105 suitable for controlling the operation of a networked personal computer, such as the WINDOWS® operating systems from MICROSOFT CORPORATION of Redmond, Wash.
- the system memory 104 may also include one or more software applications such as program modules 106 , scorecard application 120 , and query optimization module 122 .
- Scorecard application 120 manages business evaluation methods, computes KPIs, and provides scorecard data to reporting applications. In some embodiments, scorecard application 120 may itself generate reports based on metric data.
- Query optimization module 122 is configured to optimize queries for retrieving data associated with the elements of a scorecard based on the data sources from which the data is retrieved. Query optimization module 122 may reduce a number of total queries based on the data sources shared by some of the elements. The queries may be further adjusted and optimized based on attributes and conditions of the data sources or even identitys of subscribers requesting the scorecard information. Query optimization module 122 may be an integrated part of scorecard application 120 or a separate application. Scorecard application 120 and query optimization module 122 may communicate between themselves and with other applications running on computing device 100 or on other devices. Furthermore, either one of scorecard application 120 and query optimization module 122 may be executed in an operating system other than operating system 105 . This basic configuration is illustrated in FIG. 1 by those components within dashed line 108 .
- the computing device 100 may have additional features or functionality.
- the computing device 100 may also include additional data storage devices (removable and/or non-removable) such as, for example, magnetic disks, optical disks, or tape.
- additional storage is illustrated in FIG. 1 by removable storage 109 and non-removable storage 110 .
- Computer storage media may include volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information, such as computer readable instructions, data structures, program modules, or other data.
- System memory 104 , removable storage 109 and non-removable storage 110 are all examples of computer storage media.
- Computer storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, digital versatile disks (DVD) or other optical storage, magnetic cassettes, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other medium which can be used to store the desired information and which can be accessed by computing device 100 . Any such computer storage media may be part of device 100 .
- Computing device 100 may also have input device(s) 112 such as keyboard, mouse, pen, voice input device, touch input device, etc.
- Output device(s) 114 such as a display, speakers, printer, etc. may also be included. These devices are well known in the art and need not be discussed at length here.
- the computing device 100 may also contain communication connections 116 that allow the device to communicate with other computing devices 118 , such as over a network in a distributed computing environment, for example, an intranet or the Internet.
- Communication connection 116 is one example of communication media.
- Communication media may typically be embodied by computer readable instructions, data structures, program modules, or other data in a modulated data signal, such as a carrier wave or other transport mechanism, and includes any information delivery media.
- modulated data signal means a signal that has one or more of its characteristics set or changed in such a manner as to encode information in the signal.
- communication media includes wired media such as a wired network or direct-wired connection, and wireless media such as acoustic, RF, infrared and other wireless media.
- wireless media such as acoustic, RF, infrared and other wireless media.
- computer readable media includes both storage media and communication media.
- System 200 may comprise any topology of servers, clients, Internet service providers, and communication media. Also, system 200 may have a static or dynamic topology.
- client may refer to a client application or a client device employed by a user to perform business logic operations.
- Scorecard service 202 , database server 204 , and report server 206 may also be one or more programs or a server machine executing programs associated with the server tasks. Both clients and application servers may be embodied as single device (or program) or a number of devices (programs).
- data sources may include one or more data stores, input devices, and the like.
- a business logic application may be run centrally on scorecard service 202 or in a distributed manner over several servers and/or client devices.
- Scorecard service 202 may include implementation of a number of information systems such as performance measures, business scorecards, and exception reporting.
- a number of organization-specific applications including, but not limited to, financial reporting, analysis, marketing analysis, customer service, and manufacturing planning applications may also be configured, deployed, and shared in system 200 .
- the business logic application may also be run in one or more client devices and information exchanged over network(s) 210 .
- Data sources 212 - 214 , 216 , and 218 are examples of a number of data sources that may provide input to scorecard service 202 directly or through database server 204 .
- Additional data sources may include SQL servers, databases, non multi-dimensional data sources such as text files or EXCEL® sheets, multi-dimensional data source such as data cubes, and the like.
- Database server 204 may manage the data sources, optimize queries, and the like. Elements of a scorecard built and maintained by scorecard service 202 may be associated with one or more of the data sources.
- scorecard service 202 running the business logic application from client devices 222 , 224 , and 226 over network(s) 210 .
- additional applications that consume scorecard-based data may reside on scorecard service 202 or client devices 222 , 224 , and 226 . Examples of such applications and their relation to the scorecard application are provided below in conjunction with FIG. 3 .
- Report server 206 may include reporting applications, such as charting applications, alerting applications, analysis applications, and the like. These applications may receive scorecard data from scorecard service 202 and provide reports directly or through scorecard service 202 to clients.
- reporting applications such as charting applications, alerting applications, analysis applications, and the like. These applications may receive scorecard data from scorecard service 202 and provide reports directly or through scorecard service 202 to clients.
- Network(s) 210 may include a secure network such as an enterprise network, or an unsecure network such as a wireless open network. Network(s) 210 provide communication between the nodes described above.
- network(s) 210 may include wired media such as a wired network or direct-wired connection, and wireless media such as acoustic, RF, infrared and other wireless media.
- Scorecard architecture 300 may comprise any topology of processing systems, storage systems, source systems, and configuration systems. Scorecard architecture 300 may also have a static or dynamic topology.
- Scorecards are a simple method of evaluating organizational performance.
- the performance measures may vary from financial data such as sales growth to service information such as customer complaints.
- student performances and teacher assessments may be another example of performance measures that can employ scorecards for evaluating organizational performance.
- scorecard engine 308 may be an application that is arranged to evaluate performance metrics. Scorecard engine 308 may be loaded into a server, executed over a distributed network, executed in a client device, and the like.
- scorecard engine may also provide report parameters associated with a scorecard to other applications 318 .
- the report parameters may be determined based on a subscriber request or a user interface configuration.
- the user interface configuration may include a subscriber identity or a subscriber permission attribute.
- the report parameter may include a scorecard identifier, a scorecard view identifier, a tow identifier, a column identifier, a page filter, a performance measure group identifier, or a performance measure identifier.
- the performance measure may be a KPI, a KPI group, or an objective.
- the page filter determines a period and an organizational unit for application of the scorecard calculations.
- Data for evaluating various measures may be provided by a data source.
- the data source may include source systems 312 , which provide data to a scorecard cube 314 .
- Source systems 312 may include multi-dimensional databases such as an Online Analytical Processing (OLAP) database, other databases, individual files, and the like, that provide raw data for generation of scorecards.
- Scorecard cube 314 is a multi-dimensional database for storing data to be used in determining Key Performance Indicators (KPIs) as well as generated scorecards themselves. As discussed above, the multi-dimensional nature of scorecard cube 314 enables storage, use, and presentation of data over multiple dimensions such as compound performance indicators for different geographic areas, organizational groups, or even for different time intervals.
- Scorecard cube 314 has a bi-directional interaction with scorecard engine 308 providing and receiving raw data as well as generated scorecards.
- Scorecard database 316 is arranged to operate in a similar manner to scorecard cube 314 .
- scorecard database 316 may be an external database providing redundant back-up database service. Data from scorecard cube 314 , scorecard database 316 , or other data sources may be provided to individual elements of a scorecard such as actuals, targets, and the like associated with individual metrics (KPI's, Objectives, and the like).
- Scorecard builder 302 may be a separate application, a part of the performance evaluation application, and the like. Scorecard builder 302 is employed to configure various parameters of scorecard engine 308 such as scorecard elements, default values for actuals, targets, and the like. Scorecard builder 302 may include a user interface such as a web service, a Graphical User Interface (GUI), and the like.
- GUI Graphical User Interface
- Strategy map builder 304 is employed for a later stage in scorecard generation process. As explained below, scores for KPIs and parent nodes such as Objective and Perspective may be presented to a user in form of a strategy map. Strategy map builder 304 may include a user interface for selecting graphical formats, indicator elements, and other graphical parameters of the presentation.
- Data Sources 306 may be another source for providing raw data to scorecard engine 308 .
- Data sources may be comprised of a mix of several multi-dimensional and relational databases or other Open Database Connectivity (ODBC)-accessible data source systems (e.g. Excel, text files, etc.).
- ODBC Open Database Connectivity
- Data sources 306 may also define KPI mappings and other associated data.
- Scorecard architecture 300 may include scorecard presentation 310 .
- This may be an application to deploy scorecards, customize views, coordinate distribution of scorecard data, and process web-specific applications associated with the performance evaluation process.
- scorecard presentation 310 may include a web-based printing system, an email distribution system, and the like.
- a user interface for scorecard presentation 310 may also include an overview of available scorecards for a subscriber to select from.
- Scorecard presentation 310 may further include a matrix or a list presentation of the scorecard data. The scorecard presentation and one or more zones for other applications may be displayed in an integrated manner.
- Query optimization module 320 is arranged to reduce a total number of queries and further optimize the queries for overall enhancement of the scorecard building and maintenance process.
- Query optimization module 320 may also be involved in caching of a portion or all of the data for a particular scorecard. Data retrieved from remote data sources may be cached for rapid and efficient building and updating of scorecards. The data may be cached as a single block for the entire scorecard, for individual elements, or for combinations of selected elements. This way, multiple scorecards may be built using the same cached data with increased efficiency.
- Other applications 318 may include any application that receives data associated with a report parameter and consumes the data to provide a report, perform analysis, provide alerts, perform further calculations, and the like.
- the data associated with the report parameter includes content data and metadata.
- Other applications may be selected based on the report parameter, a subscriber request, or a user interface configuration.
- the user interface configuration may include a subscriber identity or a subscriber permission attribute.
- Other applications 318 may include a graphical representation application, a database application, a data analysis application, a communications application, an alerting application, or a word processing application.
- FIG. 4 illustrates a screenshot of an example scorecard.
- KPIs Key Performance Indicators
- the KPI definition may be used across several scorecards. This is useful when different scorecard managers might have a shared KPI in common.
- the shared use of KPI definition may ensure a standard definition is used for that KPI.
- each individual scorecard may utilize a different data source and data mappings for the actual KPI.
- Each KPI may include a number of attributes. Some of these attributes include frequency of data, unit of measure, trend type, weight, and other attributes.
- the frequency of data identifies how often the data is updated in the source database (cube).
- the frequency of data may include: Daily, Weekly, Monthly, Quarterly, and Annually.
- the unit of measure provides an interpretation for the KPI. Some of the units of measure are: Integer, Decimal, Percent, Days, and Currency. These examples are not exhaustive, and other elements may be added without departing from the scope of the invention.
- a trend type may be set according to whether an increasing trend is desirable or not. For example, increasing profit is a desirable trend, while increasing defect rates is not.
- the trend type may be used in determining the KPI status to display and in setting and interpreting the KPI banding boundary values.
- the trend arrows displayed in scorecard 400 indicate how the numbers are moving this period compared to last. If in this period the number is greater than last period, the trend is up regardless of the trend type.
- Possible trend types may include: Increasing Is Better, Decreasing Is Better, and On-Target Is Better.
- Weight is a positive integer used to qualify the relative value of a KPI in relation to other KPIs. It is used to calculate the aggregated scorecard value. For example, if an Objective in a scorecard has two KPIs, the first KPI has a weight of 1, and the second has a weight of 3 the second KPI is essentially three times more important than the first, and this weighted relationship is part of the calculation when the KPIs' values are rolled up to derive the values of their parent Objective.
- Custom attributes may contain pointers to custom attributes that may be created for documentation purposes or used for various other aspects of the scorecard system such as creating different views in different graphical representations of the finished scorecard.
- Custom attributes may be created for any scorecard element and may be extended or customized by application developers or users for use in their own applications. They may be any of a number of types including text, numbers, percentages, dates, and hyperlinks.
- One of the benefits of defining a scorecard is the ability to easily quantify and visualize performance in meeting organizational strategy. By providing a status at an overall scorecard level, and for each perspective, each objective or each KPI rollup, one may quickly identify where one might be off target. By utilizing the hierarchical scorecard definition along with KPI weightings, a status value is calculated at each level of the scorecard.
- First column of scorecard 400 shows example elements perspective 420 “Manufacturing” with objectives 422 and 424 “Inventory” and “Assembly” (respectively) reporting to it.
- Second column 402 in scorecard 400 shows results for each measure from a previous measurement period.
- Third column 404 shows results for the same measures for the current measurement period.
- the measurement period may include a month, a quarter, a tax year, a calendar year, and the like.
- Fourth column 406 includes target values for specified KPIs on scorecard 400 .
- Target values may be retrieved from a database, entered by a user, and the like.
- Column 408 of scorecard 400 shows status indicators.
- Status indicators 430 convey the state of the KPI.
- An indicator may have a predetermined number of levels.
- a traffic light is one of the most commonly used indicators. It represents a KPI with three-levels of results—Good, Neutral, and Bad. Traffic light indicators may be colored red, yellow, or green. In addition, each colored indicator may have its own unique shape.
- a KPI may have one stoplight indicator visible at any given time. Indicators with more than three levels may appear as a bar divided into sections, or bands.
- Column 416 includes trend type arrows as explained above under KPI attributes.
- Column 418 shows another KPI attribute, frequency.
- FIG. 5 illustrates a conceptual diagram of an example scorecard and its elements' association with multiple data sources according to embodiments.
- the diagram includes example scorecard 510 with hierarchically structured KPIs ( 512 ) and a set of actuals ( 514 ) and four example sets of targets ( 516 ) for each KPI.
- the diagram also includes representative data sources 520 .
- Scorecards can be composed of multiple metrics (KPI 1 -KPI 5 ) from different data sources ( 520 ). Each metric may be composed of an actual (data values DV 1 -DV 5 ) and up to N targets (data values DV 6 -DV 25 ). Each target may be associated with up to two data sources depending on what the actual is to be compared against (e.g. displaying a comparison against one data value and calculating banding logic based on another). According to one scenario, one might compare the actual number of product defects to the number of product defects in the previous week, but determine a green, yellow, or red status based on the percentage of products with defects comparing this week from last.
- An upper boundary for a query that needs to take place for each scorecard is: (1*Actual+(Number of Targets*2))*Number of elements.
- a list of elements (KPIs) in a scorecard is scanned at runtime and those associated with the same data sources are determined. The total number of queries is then optimized by rewriting the appropriate queries.
- the queries may be further optimized based on an attribute or condition of a data source. For example, time-outs and other query parameters may be adjusted depending on an accessibility or retrieval speed associated with a data source. Even a time of execution for the queries may be set based on the data source(s).
- a scorecard may include data from a number of data sources in different countries. To accommodate server and communication channel capacity, the queries for some of those data sources may be scheduled to be executed in off-peak times.
- Page filters for scorecards that define time, product, geography, and similar filtering of scorecard views may also be considered in rewriting the queries.
- the queries both multidimensional and relational, may be rewritten (and combined) based on multiple scorecards, such that data for elements of different scorecards that are associated with the same data source can be retrieved in a single process.
- the query rewriting process may take into account a subscriber's identitys and/or permissions since those may affect access to data sources.
- Frequency of update may be different for data associated with various elements. Hence, not all data has to be retrieved at the same interval. Accordingly, some or all of the retrieved data may be cached for the whole scorecard, for a combination of elements, or even for individual elements. When a scorecard is to be built or updated, cached data may be used reducing the retrieval process to only the portion of the data that needs to be updated based on its renewal frequency.
- appropriate new timeouts may be set for combined queries to reflect the modified data retrieval or timeouts of individual queries adjusted to reflect attributes and/or conditions of data sources. For example, a timeout value for a query that is used to retrieve data for KPI 2 may be set at 15 seconds. If KPI 1 , KPI 2 , and KPI 3 share the same data source, the new query would retrieve data for all three KPIs. Hence, the timeout for the new query may be slightly increased to accommodate the increased data retrieval for that particular query.
- scorecards, metrics, and data sources discussed in FIGS. 2-5 are for illustration purposes only. Embodiments are not limited to the example scorecards, metrics, systems, and data retrieval methods for optimizing a scorecard building and maintenance process. Concerted coordination of multiple scorecards may be provided in many other ways using the principles described herein.
- FIG. 6 illustrates a logic flow diagram for a process of optimizing scorecard building by optimizing queries.
- Process 600 may be implemented in a business logic application such as a scorecard application as described in FIGS. 1 and 2 .
- Process 600 begins with operation 602 , where data sources associated with individual metrics (e.g. KPIs, Objectives, and the like) are determined. As mentioned previously, each metric may be associated with one or more data source that may be virtually or physically separated. Processing advances from operation 602 to optional operation 604 .
- individual metrics e.g. KPIs, Objectives, and the like
- an attribute or a condition of the data sources associated with the metrics of the scorecard(s) is determined. Access parameters for each data source may be different. Furthermore, a condition of each data source such as physical location, access time, communication channel quality, and the like, is also likely to vary among the data sources associated with the scorecard(s). Processing moves from optional operation 604 to operation 606 .
- one or more queries are dynamically rewritten.
- Rewriting the queries may involve combining multiple queries associated with the same data source into a single query, optimizing the queries based on access conditions of each data source, user identitys, and the like.
- the queries may be further optimized by adjusting timeouts and other query parameters.
- the new queries may be associated with a group of scorecard elements or with a group of scorecards. Processing proceeds from operation 606 to operation 608 .
- the data is retrieved from the data sources based on the rewritten queries.
- new timeouts may be defined for the retrieval of data based on a scope of the new queries and/or data source conditions.
- the data may be retrieved such that the result set is optimized for a scorecard matrix. Processing moves from operation 608 to optional operation 610 .
- retrieved data may be cached for subsequent use in building or maintaining one or more scorecards. Some data may be updated more frequently than other data. In such cases, the less frequently updated data may be cached at element, group of elements, or scorecard levels. Caching can also occur at the data source level. For example, a target called “monthly forecast” may be associated with five KPIs that draw their values from the same data source. That data source may be cached and the results for that particular target may be returned without a query, while other values in the scorecard may require additional queries. The cached data can be used in building or updating one or more scorecards without a need to retrieve the same data repeatedly saving system resources. Processing advances from optional operation 610 to operation 612 .
- a scorecard is built or updated using the retrieved (or cached) data according to the predefined metric hierarchy.
- Other operations may follow operation 612 such as generating or presenting reports, issuing alerts, providing notifications, and the like.
- processing moves to a calling process for further actions.
- process 600 The operations included in process 600 are for illustration purposes. Optimizing data retrieval in a scorecard application by rewriting queries may be implemented by similar processes with fewer or additional steps, as well as in different order of operations using the principles described herein.
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US20120150905A1 (en) | 2012-06-14 |
US20070254740A1 (en) | 2007-11-01 |
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